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2 articles
01
2026-09-04
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★ MEMBER
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PAPER
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14 min read
SolarWM: Training on 5 Seconds, Walking for an Hour — and Opening the Whole Stack
A data engine that folds 10 datasets into 1.43M clips under one contract, plus a three-stage recipe that adapts four different video backbones without erasing them. The causal models roll out for minutes to hours after training on 5-second sequences alone.
02
2026-08-27
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★ MEMBER
·
PAPER
·
14 min read
Paper Walkthrough: EchoWM — A World You Can Walk Into, and Hear, Driven by Camera Intent
Hand it a reference view and a stream of 'where I want to go', and it keeps generating 720p video together with environmental sound, music and speech. A walkthrough of EchoWM from the paper itself: one camera-intent interface for both first and third person, a single translation scale shared across the whole dataset, and the sink-plus-FIFO cache that makes long rollouts possible.